Face recognition has manifested itself as a cutting-edge solution for various industries as it secures access control, boosts customer experience, provides strong authentication, promotes goods and services, and speeds up financial operation. However, those profits often come at the expense of users, such as privacy and even safety. This constrains the development of capital market for facial recognition. DeCloakFace provides privacy protected identity authentication that image processing is done at local devices only so that no sensitive personal facial photos will be uploaded to cloud to avoid data leakage. The innovation solution has brought a great deal of attention from industries including: finance, healthcare, cryptocurrency and E-signing platforms, where ensuring privacy while collecting data is crucial.